graph database, Twitter, 10/26/2021 4:13:26 PM, 264821


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graph database_2021-10-26_07-28-01.xlsx
graph database_2021-10-26_07-28-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 26, 2021
Short Description:
graph database via NodeXL https://bit.ly/2ZnFOAu
@tigergraphdb
@neo4j
@technownext_
@crigatuso
@developerbot_v1
@100daysof2020
@shambhavisudar1
@chidambara09
@graphileon
@graphable1

Top hashtags:
#database
#data
#neo4j
#ai
#graphdatabase
#programming
#bigdata
#git

Description:
Description
The graph represents a network of 488 Twitter users whose tweets in the requested range contained "graph database", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 26 October 2021 at 14:28 UTC.

The requested start date was Tuesday, 26 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 16-hour, 41-minute period from Tuesday, 12 October 2021 at 03:45 UTC to Monday, 25 October 2021 at 20:26 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 488
Unique Edges : 238
Edges With Duplicates : 586
Total Edges : 824
Number of Edge Types : 5
Retweet : 269
MentionsInRetweet : 302
Replies to : 45
Tweet : 93
Mentions : 115
Self-Loops : 100
Reciprocated Vertex Pair Ratio : 0.0145278450363196
Reciprocated Edge Ratio : 0.0286396181384248
Connected Components : 117
Single-Vertex Connected Components : 41
Maximum Vertices in a Connected Component : 108
Maximum Edges in a Connected Component : 245
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.451656
Graph Density : 0.00176305247921365
Modularity : 0.516335
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 488 Twitter users whose tweets in the requested range contained "graph database", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 26 October 2021 at 14:28 UTC.

The requested start date was Tuesday, 26 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 16-hour, 41-minute period from Tuesday, 12 October 2021 at 03:45 UTC to Monday, 25 October 2021 at 20:26 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : graph database
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[6] https://www.micahlerner.com/2021/10/13/tao-facebooks-distributed-data-store-for-the-social-graph.html
[6] https://link.medium.com/V9CitfGTokb
[5] https://github.com/cayleygraph/cayley
[3] https://www.meetup.com/Neo4j-Oresund/events/281418056/
[3] https://twitter.com/TerminusDB/status/1450530612289355784
[3] https://hog.grinvin.org/
[3] https://medium.com/if-tech/enabling-data-lineage-using-a-graph-database-fd40be4bf768?source=twitterShare-3a25c944a43c-1634048244&_branch_match_id=link-976475988204167089
[3] https://digitalfutures.com/your-pathway/
[3] https://okt.to/M3EyTw
[3] https://okt.to/mgZJ9o

Top URLs in Tweet in G1:
[2] https://www.tigergraph.com/jaguar-land-rover/
[1] https://info.tigergraph.com/dbinsights-white-paper-0?utm_campaign=2020%20Paid%20Twitter-%20Tony%20Baer%20White%20Paper&utm_source=twitter&utm_medium=paidsocial
[1] https://info.tigergraph.com/tigergraph-benchmark-report-download-0?utm_campaign=2021%20neo4j%20Punch%20in%20the%20Mouth&utm_source=twitter&utm_medium=paidsocial
[1] https://www.theregister.com/2021/05/10/jaguar_land_rover_tigergraph/?utm_content=168355588&utm_medium=social&utm_source=twitter&hss_channel=tw-509849786
[1] https://www.i-programmer.info/news/84-database/14929-tigergraph-32-improves-scalability-and-security.html
[1] https://twitter.com/offleashpr/status/1448295007220375562

Top URLs in Tweet in G2:
[3] https://okt.to/mgZJ9o
[3] https://okt.to/M3EyTw
[3] https://www.meetup.com/Neo4j-Oresund/events/281418056/
[2] https://www.meetup.com/Graph-Database-Tokyo/events/281462839/
[2] https://thenewstack.io/illuminating-the-anonymous-with-neo4js-graph-database/
[2] https://www.graphable.ai/post/the-power-of-storing-corporate-data-in-a-graph-database
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fconstruct-a-biomedical-knowledge-graph-with-nlp-1f25eddc54a0
[1] https://neo4j.com/whitepapers/top-ten-use-cases-graph-database-technology/?ref=social-camp
[1] https://okt.to/pfKAFn
[1] https://okt.to/cVxI1Y

Top URLs in Tweet in G3:
[2] https://neo4j.com/developer-blog/behind-the-scenes-worlds-biggest-graph-database/
[1] https://1ci27jm46e.pdcdn.xyz/dl2.php?id=166725553&h=2b994c2b3f0cb8116c7dfb7106ee3a0f&u=cache&ext=pdf&n=Learning%20neo4j%20run%20blazingly%20fast%20queries%20on%20complex%20graph%20datasets%20with%20the%20power%20of%20the%20neo4j%20graph%20database
[1] http://innosoul.com/medicaid-mes-data-architect-with-mita-graph-database-nosql-bi-cloud-agile-data-integration-mapping-claims-financial-processing-data-governance-modelling-experience-6/
[1] https://www.finsmes.com/2021/10/arangodb-raises-27-8m-in-series-b-funding.html
[1] https://devops.com/introducing-neo4j-aura-enterprise-the-cloud-graph-database-chosen-by-leading-brands/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://twitter.com/divine_economy/status/1448451820091740161
[1] https://medium.com/@tejalchaudhari/what-is-the-difference-the-between-coredata-and-sqlite-ab34b1df1d36?source=rss------ios-5
[1] https://manometcurrent.com/graph-database-market-to-develop-new-growth-story-emerging-segments-is-the-key-ibm-microsoft-oracle-aws-neo4j-orientdb/?utm_source=twitter&utm_medium=Sarang%20Pokhare&utm_campaign=publer
[1] https://venturebeat.com/2021/10/05/graph-database-company-memgraph-raises-9-34m/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.linkedin.com/slink?code=gmrVYQMX

Top URLs in Tweet in G4:
[6] https://link.medium.com/V9CitfGTokb
[3] https://digitalfutures.com/your-pathway/
[2] https://www.oracle.com/uk/database/database-world/event/?source=:ow:o:s:gts:::DBWemeaLMctrl1021v2&intcmp=:ow:o:s:gts:::DBWemeaLMctrl1021v2
[1] https://neo4j.com/use-cases/graph-data-science-artificial-intelligence/
[1] https://www.youtube.com/watch?v=1kyPUqU-MkE&feature=youtu.be


Top URLs in Tweet in G9:
[6] https://www.micahlerner.com/2021/10/13/tao-facebooks-distributed-data-store-for-the-social-graph.html
[1] https://www.micahlerner.com/2021/10/23/ramp-tao-layering-atomic-transactions-on-facebooks-online-tao-data-store.html

Top URLs in Tweet in G10:
[2] https://docs.oracle.com/en/database/oracle/property-graph/21.2/spgdg/spatial-support-property-graphs.html
[1] https://blogs.oracle.com/database/post/livelabs-odw-ds?source=:so:tw:or:dg:odb:::RC_WWMK210921P00067:&SC=:so:tw:or:dg:odb:::RC_WWMK210921P00067:&pcode=WWMK210921P00067

Top Domains
Top Domains in Tweet in Entire Graph:
[23] medium.com
[13] okt.to
[11] github.com
[9] neo4j.com
[7] micahlerner.com
[7] twitter.com
[6] meetup.com
[6] oracle.com
[5] linkedin.com
[4] tigergraph.com

Top Domains in Tweet in G1:
[4] tigergraph.com
[1] theregister.com
[1] i-programmer.info
[1] twitter.com

Top Domains in Tweet in G2:
[13] okt.to
[6] meetup.com
[4] neo4j.com
[2] thenewstack.io
[2] graphable.ai
[1] medium.com
[1] youtube.com
[1] youtu.be

Top Domains in Tweet in G3:
[3] medium.com
[2] neo4j.com
[2] linkedin.com
[1] pdcdn.xyz
[1] innosoul.com
[1] finsmes.com
[1] devops.com
[1] twitter.com
[1] manometcurrent.com
[1] venturebeat.com

Top Domains in Tweet in G4:
[6] medium.com
[3] digitalfutures.com
[2] oracle.com
[1] neo4j.com
[1] youtube.com

Top Domains in Tweet in G9:
[7] micahlerner.com

Top Domains in Tweet in G10:
[3] oracle.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[43] database
[30] data
[23] neo4j
[23] ai
[21] graphdatabase
[20] programming
[19] bigdata
[17] git
[16] machinelearning
[14] analytics



Top Hashtags in Tweet in G1:
[3] neo4j
[2] supplychain
[2] graphanalytics
[2] graphdb
[2] innovation
[2] ml
[2] ai
[2] bi
[2] bigdata
[1] graphdatabase

Top Hashtags in Tweet in G2:
[17] neo4j
[10] twin4j
[10] graphdatabase
[7] database
[4] graphdatascience
[3] graph
[3] dbms
[3] malmö
[3] techevents
[3] malmotech

Top Hashtags in Tweet in G3:
[3] neo4j
[2] oraclegraph
[2] oracleautonomousdatabase
[2] oracledatabase
[2] oci
[2] graphanalytics
[2] database
[1] sre
[1] devops
[1] grafana

Top Hashtags in Tweet in G4:
[22] database
[20] programming
[18] data
[17] ai
[17] git
[12] bigdata
[11] cicd
[11] analytics
[10] datascience
[10] 100daysofcode

Top Hashtags in Tweet in G7:
[10] database
[10] nodes
[1] decentralized
[1] data

Top Hashtags in Tweet in G10:
[7] ml
[7] datalakehouse
[7] datawarehouse
[7] mysql
[1] datascience
[1] oracledatabaseworld

Top Words
Top Words in Tweet in Entire Graph:
[400] graph
[365] database
[120] tigergraph
[118] tigergraphdb
[110] data
[105] jaguar
[105] land
[104] learn
[81] trials
[81] scale

Top Words in Tweet in G1:
[119] graph
[119] database
[118] tigergraph
[116] tigergraphdb
[105] jaguar
[105] land
[92] learn
[80] rover's
[80] trials
[80] tribulations

Top Words in Tweet in G2:
[43] graph
[34] neo4j
[33] database
[31] data
[17] #neo4j
[16] beer
[16] recommendation
[16] engine
[10] #twin4j
[10] #graphdatabase

Top Words in Tweet in G3:
[45] graph
[40] database
[15] data
[6] introducing
[6] aws
[6] amazon
[5] query
[5] between
[5] code
[5] see

Top Words in Tweet in G4:
[28] graph
[22] #database
[20] #programming
[18] #data
[17] #ai
[17] #git
[15] technownext_
[13] database
[12] between
[12] databases

Top Words in Tweet in G5:
[23] on3
[23] life
[22] player
[22] database
[22] cross
[22] ref
[22] data
[22] point
[22] imaginable
[22] simply

Top Words in Tweet in G6:
[4] use
[4] graph
[4] compose
[4] paragraphs
[4] web3
[4] database
[4] graphs
[4] decentralized
[4] networks
[4] ultimate

Top Words in Tweet in G7:
[10] constellation
[10] based
[10] directed
[10] acyclic
[10] graph
[10] dag
[10] model
[10] essentially
[10] forms
[10] #database

Top Words in Tweet in G8:
[2] really

Top Words in Tweet in G9:
[21] tao
[12] week's
[12] paper
[12] review
[12] facebook
[12] data
[12] store
[10] micahlerner
[8] graph
[6] ramp

Top Words in Tweet in G10:
[9] spatial
[8] oracledatabase
[7] python
[7] #ml
[7] cloud
[7] #datalakehouse
[7] autonomous
[7] #datawarehouse
[7] #mysql
[7] heatwave

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[257] graph,database
[105] jaguar,land
[91] tigergraph,graph
[80] learn,jaguar
[80] land,rover's
[80] rover's,trials
[80] trials,tribulations
[80] tribulations,path
[80] path,tigergraph
[80] database,scale

Top Word Pairs in Tweet in G1:
[118] graph,database
[105] jaguar,land
[91] tigergraph,graph
[80] learn,jaguar
[80] land,rover's
[80] rover's,trials
[80] trials,tribulations
[80] tribulations,path
[80] path,tigergraph
[80] database,scale

Top Word Pairs in Tweet in G2:
[27] graph,database
[16] recommendation,engine
[10] graph,data
[8] #twin4j,#neo4j
[8] beer,recommendation
[8] engine,graph
[8] data,bart
[8] bart,simons
[8] simons,shows
[8] shows,make

Top Word Pairs in Tweet in G3:
[27] graph,database
[4] database,market
[3] knowledge,graph
[3] introducing,amazon
[3] purpose,built
[3] built,high
[3] high,performance
[3] performance,graph
[3] database,service
[3] query,language

Top Word Pairs in Tweet in G4:
[17] #programming,#database
[17] #database,#data
[17] #data,#git
[12] #bigdata,#ai
[11] graph,database
[11] synergies,between
[11] between,graphql
[11] graphql,graph
[11] graph,databases
[11] databases,#programming

Top Word Pairs in Tweet in G5:
[22] on3,player
[22] player,database
[22] database,cross
[22] cross,ref
[22] ref,data
[22] data,point
[22] point,imaginable
[22] imaginable,simply
[22] simply,stated
[22] stated,personal

Top Word Pairs in Tweet in G6:
[4] use,graph
[4] graph,compose
[4] compose,paragraphs
[4] paragraphs,web3
[4] web3,database
[4] database,graphs
[4] graphs,decentralized
[4] decentralized,networks
[4] networks,ultimate
[4] ultimate,source

Top Word Pairs in Tweet in G7:
[10] constellation,based
[10] based,directed
[10] directed,acyclic
[10] acyclic,graph
[10] graph,dag
[10] dag,model
[10] model,essentially
[10] essentially,forms
[10] forms,#database
[10] #database,#nodes

Top Word Pairs in Tweet in G9:
[12] week's,paper
[12] paper,review
[12] data,store
[10] micahlerner,week's
[6] review,ramp
[6] ramp,tao
[6] tao,layering
[6] layering,atomic
[6] atomic,transactions
[6] transactions,facebook

Top Word Pairs in Tweet in G10:
[7] python,#ml
[7] #ml,cloud
[7] cloud,#datalakehouse
[7] #datalakehouse,autonomous
[7] autonomous,#datawarehouse
[7] #datawarehouse,#mysql
[7] #mysql,heatwave
[7] heatwave,graph
[7] graph,spatial
[7] spatial,analytics

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@tigergraphdb
@neo4j
@on3
@shannonterry
@technownext_
@micahlerner
@dortechnologies
@oracledatabase
@akbarth3great
@graphable1

Top Mentioned in G1:
@tigergraphdb
@tonybaer
@theregister
@iprogrammerinfo

Top Mentioned in G2:
@neo4j
@graphable1
@tb_tomaz
@jmhreif
@mesirii
@alexandererdl
@soapsudtycoon
@openupsa
@meetup
@scalebythebay

Top Mentioned in G3:
@breakinggovtech

Top Mentioned in G4:
@technownext_
@crigatuso
@shambhavisudar1
@berk_cinar
@digitalfutures0
@neo4j
@traversymedia
@kpatenge

Top Mentioned in G5:
@on3
@shannonterry
@jeremycrabtree

Top Mentioned in G6:
@yanivgraph
@ethlisbon
@schmid_si
@0xliscon
@edgeandnode
@vikpgrover

Top Mentioned in G7:
@dortechnologies

Top Mentioned in G8:
@drbrucescott
@drgregorsmith
@humzayousaf
@scotgovfm
@chrismusson
@bbcscotlandnews
@inform_scotland

Top Mentioned in G9:
@micahlerner

Top Mentioned in G10:
@oracledatabase
@friedholdmatz

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@5fec93919a544d3
@evankirstel
@rosenchild
@artificialbra1n
@ipythonistabot
@amuraovonn
@100xcode
@pickooo
@fabriciosx

Top Tweeters in G1:
@5fec93919a544d3
@amuraovonn
@pickooo
@das_sharu
@ranidasi13
@sharu_das
@sharmars003
@r___83___o
@dhanira85592668
@_seknas_ri

Top Tweeters in G2:
@fabriciosx
@thecuriousluke
@grjenkin
@82jjc
@elizabot9
@enrikelopez
@neo4j
@techmonitorai
@nishiarai_d10
@geologistico

Top Tweeters in G3:
@call_user_func
@rehownet2
@sarang143u
@cackerman1
@brunty
@dorait
@kc_reports
@wites
@ablepoker
@bshakers

Top Tweeters in G4:
@artificialbra1n
@ipythonistabot
@100xcode
@100daysof2020
@serverlessfan
@robotproud
@azuerbot
@pythonexpertbot
@developerbot_v1
@rahul05ranjan

Top Tweeters in G5:
@scarletbuckeye2
@qb_country
@scott_schrader
@akovacs197
@jeremycrabtree
@mattonclemson
@chadsimmons_
@lukestampini
@hamiltonespn
@clintrlamb

Top Tweeters in G6:
@graphprotocol
@samecwilliams
@yanivgraph
@schmid_si
@groupeldorado
@0xliscon
@aziqtech
@ethlisbon
@vikpgrover
@edgeandnode

Top Tweeters in G7:
@goldenpuppy77
@justlive4it
@jedidiajoram
@dortechnologies
@r0lluf
@wokegnuis
@cingodwetrust
@brainrush111
@doubledam23
@dagsterchadwick

Top Tweeters in G8:
@bbcscotlandnews
@drbrucescott
@kitchy2016
@humzayousaf
@drgregorsmith
@chrismusson
@biologyphenom
@scotgovfm
@inform_scotland

Top Tweeters in G9:
@halvarflake
@chauhraj
@pbailis
@fleming_matt
@distribsystems
@grapebaba
@micahlerner
@audreyccheng

Top Tweeters in G10:
@pitrko
@legendarey_
@gtrauvit
@oracledatabase
@friedholdmatz
@jlowe000
@fernandod
@naerasart


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